Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "180" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 212 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 207 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 56.22% | 100.00% | 0.00% | 100.00% | 0.00% | 1.565335 | 14.145648 | 2.749547 | 81.126658 | 14.315317 | 27.880590 | 10.043927 | 32.909892 | 0.4087 | 0.0818 | 0.2015 | 3.718590 | 2.226427 |
| 2459593 | RF_maintenance | 100.00% | 59.43% | 100.00% | 0.00% | 100.00% | 0.00% | 36.725866 | 18.441952 | 7.389779 | 86.393089 | 21.008053 | 38.060490 | 8.079052 | 11.556266 | 0.3744 | 0.0757 | 0.1802 | 4.117475 | 1.882100 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.379777 | 1.536668 | 1.599026 | 7.867035 | 3.355811 | 1.339914 | -1.841619 | 0.264737 | 0.0412 | 0.0328 | -0.0009 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 94.05% | 100.00% | 0.00% | 100.00% | 0.00% | 50.534692 | 21.882547 | 11.975807 | 100.238686 | 21.346195 | 32.180050 | -0.846108 | 1.915538 | 0.2923 | 0.0744 | 0.1394 | 1.888959 | 1.143421 |
| 2459590 | RF_maintenance | 100.00% | 92.97% | 100.00% | 0.00% | 100.00% | 0.00% | 51.968116 | 25.197767 | 10.664167 | 93.382486 | 15.772782 | 34.558537 | -0.702766 | 3.469758 | 0.2875 | 0.0741 | 0.1360 | 1.809645 | 1.225613 |
| 2459589 | RF_maintenance | 100.00% | 81.58% | 100.00% | 0.00% | 100.00% | 0.00% | 50.116213 | 22.731224 | 9.422321 | 86.540311 | 15.005777 | 21.994807 | 12.274243 | 17.078299 | 0.3394 | 0.0793 | 0.1557 | 2.677526 | 2.068294 |
| 2459588 | RF_maintenance | 100.00% | 55.11% | 100.00% | 0.00% | 100.00% | 0.00% | 35.083973 | 16.443305 | 7.304636 | 105.526032 | 16.763356 | 24.992300 | 10.518083 | 13.253829 | 0.4271 | 0.0882 | 0.1986 | 2.630746 | 1.263125 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 358.584982 | 358.180876 | inf | inf | 100.485132 | 101.878971 | 569.134387 | 597.486573 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 98.92% | 100.00% | 0.00% | 100.00% | 0.00% | 50.362563 | 20.666981 | 3.855007 | 32.649907 | 4.207990 | 11.248591 | 0.539559 | 6.739542 | 0.2623 | 0.0690 | 0.1283 | 3.581114 | 4.201901 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.503893 | 25.341981 | 1.752986 | 11.282013 | 5.980297 | 10.266981 | -0.141739 | 4.316140 | 0.0411 | 0.0403 | 0.0026 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 72.387747 | 27.872625 | 13.735332 | 116.751009 | 31.981246 | 17.681239 | 1.630801 | 12.646876 | 0.2246 | 0.0560 | 0.1110 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 96.70% | 100.00% | 0.00% | 100.00% | 0.00% | 49.667934 | 21.138193 | 4.793907 | 36.008192 | 11.424593 | 23.071326 | -0.607232 | 0.349197 | 0.2765 | 0.0729 | 0.1286 | 3.065634 | 3.024445 |
| 2459582 | RF_maintenance | 100.00% | 96.22% | 100.00% | 0.00% | 100.00% | 0.00% | 43.807026 | 18.265298 | 4.559252 | 32.689655 | 14.243243 | 27.924476 | -0.635598 | 0.538806 | 0.2757 | 0.0661 | 0.1365 | 3.474755 | 2.878127 |
| 2459581 | RF_maintenance | 100.00% | 94.59% | 100.00% | 0.00% | 100.00% | 0.00% | 58.759614 | 25.464593 | 4.615346 | 36.870321 | 11.340257 | 22.454955 | -0.388973 | 0.568497 | 0.2841 | 0.0733 | 0.1351 | 4.192250 | 2.837030 |
| 2459580 | RF_maintenance | 100.00% | 96.70% | 100.00% | 0.00% | 100.00% | 0.00% | 44.252196 | 19.170557 | 5.203812 | 37.758345 | 11.239105 | 23.646897 | -0.692504 | 0.330289 | 0.2788 | 0.0736 | 0.1322 | 2.948116 | 2.927825 |
| 2459579 | RF_maintenance | 100.00% | 97.78% | 100.00% | 0.00% | 100.00% | 0.00% | 44.987468 | 19.120145 | 6.177590 | 42.900723 | 13.705398 | 26.748844 | 0.125346 | 1.884257 | 0.2726 | 0.0694 | 0.1287 | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.755879 | 1.596266 | 1.427021 | 3.021178 | 2.140523 | 0.664809 | 0.118138 | 1.936839 | 0.0506 | 0.0450 | -0.0006 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 97.40% | 100.00% | 0.00% | 100.00% | 0.00% | 56.050916 | 24.657707 | 4.437228 | 34.468255 | 13.704242 | 24.371001 | -0.646667 | 0.553521 | 0.2664 | 0.0685 | 0.1372 | 3.113220 | 2.621181 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459575 | RF_maintenance | 100.00% | 66.45% | 100.00% | 0.00% | 100.00% | 0.00% | 40.399707 | 19.505695 | 2.659029 | 27.419886 | 6.696800 | 16.393191 | 4.166194 | 6.050249 | 0.3744 | 0.0915 | 0.1753 | 5.061776 | 4.015494 |
| 2459574 | RF_maintenance | 100.00% | 94.16% | 100.00% | 0.00% | 100.00% | 0.00% | 40.223158 | 17.978906 | 3.018257 | 26.281611 | 16.075858 | 23.996751 | 0.080228 | 0.780688 | 0.2843 | 0.0669 | 0.1213 | 4.244444 | 3.514783 |
| 2459573 | RF_maintenance | 100.00% | 93.56% | 100.00% | 0.00% | 100.00% | 0.00% | 42.741913 | 18.483032 | 6.308973 | 45.232405 | 14.125501 | 27.812029 | -0.372633 | 1.691512 | 0.2856 | 0.0691 | 0.1251 | 3.826166 | 3.082067 |
| 2459572 | RF_maintenance | 100.00% | 92.43% | 100.00% | 0.00% | 100.00% | 0.00% | 41.575055 | 18.720592 | 3.319467 | 26.428930 | 9.992484 | 17.606760 | -0.252366 | 2.908990 | 0.2931 | 0.0736 | 0.1270 | 3.904265 | 1.900311 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 90.27% | 100.00% | 0.00% | 100.00% | 0.00% | 20.984742 | 25.984207 | -0.516763 | 27.763942 | 0.780497 | 1.663865 | -0.308951 | 4.343013 | 0.2988 | 0.1180 | 0.1254 | 5.387190 | 20.986519 |
| 2459569 | RF_maintenance | 100.00% | 60.06% | 100.00% | 0.00% | 100.00% | 0.00% | 45.472473 | 22.022705 | 3.642503 | 34.287259 | 8.759380 | 10.455159 | 5.826556 | 8.804149 | 0.4143 | 0.1103 | 0.1699 | 4.529640 | 2.909688 |
| 2459566 | RF_maintenance | 100.00% | 95.14% | 100.00% | 0.00% | 100.00% | 0.00% | 43.892930 | 17.785905 | 4.396830 | 34.296829 | 12.805806 | 21.466478 | -0.641249 | -0.044057 | 0.2686 | 0.0603 | 0.1103 | 4.219387 | 2.851198 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -2.008718 | -2.008718 | -1.878795 | -1.878795 | -0.888145 | -0.888145 | -0.944419 | -0.944419 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 93.12% | 100.00% | 0.00% | 100.00% | 0.00% | 46.806384 | 16.438737 | 1.015115 | 36.384703 | 7.059066 | 2.292366 | 0.215367 | 1.062052 | 0.2751 | 0.0718 | 0.1248 | 3.417993 | 2.687267 |
| 2459563 | RF_maintenance | 100.00% | 94.00% | 100.00% | 0.00% | 100.00% | 0.00% | 51.643742 | 18.467348 | 7.879643 | 69.539235 | 9.463650 | 22.129740 | 0.915138 | 1.823895 | 0.2764 | 0.0702 | 0.1315 | 3.946972 | 3.714472 |
| 2459562 | RF_maintenance | 100.00% | 93.02% | 100.00% | 0.00% | 100.00% | 0.00% | 31.282461 | 11.915511 | -0.691072 | 17.919946 | 1.101938 | 2.647246 | -0.220051 | 0.781109 | 0.2858 | 0.0736 | 0.1339 | 3.920062 | 2.580181 |
| 2459561 | RF_maintenance | 100.00% | 94.10% | 100.00% | 0.00% | 100.00% | 0.00% | 32.484426 | 12.413159 | -0.552535 | 17.083467 | 0.586749 | 2.896462 | 0.012991 | 1.279142 | 0.2870 | 0.0752 | 0.1330 | 3.595788 | 2.321233 |
| 2459560 | RF_maintenance | 100.00% | 93.51% | 100.00% | 0.00% | 100.00% | 0.00% | 29.462135 | 11.447351 | -0.650819 | 17.319021 | 0.519239 | 2.903022 | 0.211330 | 0.733664 | 0.2808 | 0.0719 | 0.1298 | 3.629903 | 2.355524 |
| 2459559 | RF_maintenance | 100.00% | 93.46% | 100.00% | 0.00% | 100.00% | 0.00% | 34.385117 | 14.584516 | -0.479492 | 18.996424 | 0.931095 | 3.348646 | 0.149559 | 1.079713 | 0.2721 | 0.0731 | 0.1245 | 2.912751 | 2.150114 |
| 2459558 | RF_maintenance | 100.00% | 95.08% | 100.00% | 0.00% | 100.00% | 0.00% | 45.968926 | 18.973738 | 4.807759 | 36.368446 | 11.108487 | 23.017306 | -0.142026 | 1.587704 | 0.2722 | 0.0713 | 0.1261 | 3.141570 | 2.428529 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0494 | 0.0381 | -0.0019 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 95.19% | 100.00% | 0.00% | 100.00% | 0.00% | 47.771114 | 19.537872 | 5.177116 | 39.367249 | 11.857878 | 20.726303 | -0.124186 | 3.639336 | 0.2691 | 0.0733 | 0.1234 | 2.980122 | 1.773109 |
| 2459554 | RF_maintenance | - | 94.54% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.2741 | 0.0705 | 0.1277 | nan | nan |
| 2459553 | RF_maintenance | - | 95.67% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.2648 | 0.0712 | 0.1244 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 93.51% | 100.00% | 0.00% | 100.00% | 0.00% | 54.211445 | 23.339229 | 7.130853 | 51.886899 | 21.701451 | 31.835650 | 2.055387 | 3.193616 | 0.2676 | 0.0666 | 0.1258 | 3.606241 | 3.611549 |
| 2459551 | RF_maintenance | 100.00% | 92.38% | 100.00% | 0.00% | 100.00% | 0.00% | 29.135027 | 11.388237 | -0.672334 | 21.050850 | 1.244526 | 4.148735 | 0.150299 | 1.241806 | 0.2810 | 0.0702 | 0.1307 | 3.274359 | 2.422994 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0573 | 0.0517 | -0.0005 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 94.05% | 100.00% | 0.00% | 100.00% | 0.00% | 42.485662 | 17.302514 | 5.237162 | 39.209829 | 12.775206 | 22.631981 | 0.956451 | 1.358147 | 0.2649 | 0.0671 | 0.1273 | 3.815532 | 3.337730 |
| 2459542 | RF_maintenance | 100.00% | 78.08% | 100.00% | 0.00% | 100.00% | 0.00% | 57.746193 | 24.259224 | 8.635775 | 79.402015 | 3.939721 | 1.914212 | 0.194262 | 1.339491 | 0.3252 | 0.0687 | 0.1642 | 2.868604 | 2.519061 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459540 | RF_maintenance | 100.00% | 76.73% | 100.00% | 0.00% | 100.00% | 0.00% | 40.900259 | 16.962119 | 0.200428 | 18.103520 | 7.437326 | 5.304458 | 0.135517 | 0.953829 | 0.3396 | 0.0698 | 0.1649 | 3.075512 | 2.172404 |
| 2459536 | RF_maintenance | 100.00% | 92.59% | 100.00% | 0.00% | 100.00% | 0.00% | 71.966449 | 29.372045 | 9.762029 | 67.396220 | 24.298831 | 31.491160 | -0.718120 | 2.225608 | 0.2780 | 0.0594 | 0.1212 | 2.034862 | 1.221941 |
| 2459535 | RF_maintenance | 100.00% | 73.60% | 100.00% | 0.00% | 100.00% | 0.00% | 31.905323 | 13.793240 | 0.039573 | 16.622172 | 6.099448 | 5.662419 | 0.119591 | 0.489572 | 0.3675 | 0.0736 | 0.1597 | 2.388655 | 1.999762 |
| 2459534 | RF_maintenance | 100.00% | 74.50% | 100.00% | 0.00% | 100.00% | 0.00% | 34.909795 | 14.648807 | -0.503849 | 15.389101 | 6.924880 | 3.934670 | -0.048500 | 0.114444 | 0.3604 | 0.0631 | 0.1259 | 2.411310 | 2.470903 |
| 2459533 | RF_maintenance | 100.00% | 94.54% | 100.00% | 0.00% | 100.00% | 0.00% | 52.984162 | 20.872946 | 5.133971 | 36.865498 | 11.464185 | 20.748387 | -0.108697 | 1.776666 | 0.2737 | 0.0596 | 0.1067 | 2.569594 | 1.663094 |
| 2459532 | RF_maintenance | 100.00% | 93.30% | 100.00% | 0.00% | 100.00% | 0.00% | 60.807744 | 24.152307 | 6.985839 | 49.913755 | 18.883367 | 25.369144 | -0.690540 | 0.976329 | 0.2882 | 0.0643 | 0.1089 | 2.776642 | 2.638695 |
| 2459530 | RF_maintenance | 100.00% | 90.37% | 100.00% | 0.00% | 100.00% | 0.00% | 33.441828 | 12.129869 | -0.425637 | 15.593945 | 2.164187 | 4.206479 | -0.202317 | 0.585688 | 0.2927 | 0.0721 | 0.1093 | 3.105142 | 3.340610 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 46.954688 | 28.851234 | 5.914072 | 55.628760 | 31.208748 | 34.983731 | -0.686808 | 0.606037 | 0.6554 | 0.0827 | 0.4124 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 65.690762 | 24.274628 | 8.394754 | 53.086401 | 9.552336 | 29.769023 | -2.122941 | 2.233648 | nan | nan | nan | 5.008955 | 4.080589 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 51.884786 | 24.904541 | 7.143200 | 53.883121 | 9.410477 | 23.647211 | -0.974837 | 1.917387 | 0.2030 | 0.0693 | 0.0956 | 2.081874 | 1.230766 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.101702 | 1.741914 | 1.062851 | 3.318204 | 3.675380 | 0.289249 | 1.909406 | 1.461345 | 0.0567 | 0.0588 | 0.0009 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 43.282760 | 32.580188 | 4.133537 | 52.412108 | 23.234697 | 15.638980 | 10.204161 | 14.726479 | 0.6566 | 0.1041 | 0.3744 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 47.37% | 100.00% | 0.00% | 100.00% | 0.00% | 54.657225 | 31.009466 | 6.435348 | 50.543029 | 12.211416 | 10.280318 | 1.882735 | 1.851667 | 0.4204 | 0.0676 | 0.2606 | 20.260991 | 6.780375 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 41.452865 | 30.787055 | 5.948226 | 85.490685 | 37.190472 | 33.404049 | 1.034869 | 3.018107 | 0.5836 | 0.0841 | 0.4219 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Discontinuties | 265.885372 | 34.302072 | 101.657811 | 98.614021 | 18.296970 | 16.735570 | 98.495925 | 8.960647 | 265.885372 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 41.023186 | 17.491420 | 21.843830 | 1.632746 | 41.023186 | 4.715885 | 6.815050 | 15.402357 | 7.381676 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 65.980441 | 28.763146 | 18.137056 | 65.980441 | 1.378789 | 13.644791 | 3.844350 | 9.665633 | 25.018336 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 78.478050 | 18.767162 | 30.477978 | 1.271703 | 78.478050 | 11.099869 | 28.913570 | 46.304044 | 16.609243 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 27.762604 | 7.064456 | 12.626016 | 0.130830 | 27.762604 | 0.990664 | 2.874556 | 8.296638 | 3.841650 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 39.417520 | 14.257118 | 9.954759 | 39.417520 | 0.807320 | 5.906764 | 4.213498 | 5.346064 | 13.325244 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 37.750271 | 15.405447 | 21.650535 | 0.662399 | 37.750271 | 3.924831 | 8.134617 | 11.969163 | 3.824834 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 32.440287 | 12.626265 | 17.865008 | 0.923892 | 32.440287 | 4.463596 | 5.893091 | 14.449857 | 4.323749 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 40.431410 | 24.284140 | 19.643926 | 40.431410 | 3.265420 | 6.981751 | 5.823776 | 4.957448 | 18.841188 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 92.383789 | 22.567830 | 27.931692 | 7.640655 | 92.383789 | 27.736203 | 18.569842 | 20.935912 | 5.702611 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 94.784077 | 20.831723 | 30.080198 | 2.433464 | 94.784077 | 16.897578 | 25.939100 | 10.712802 | 4.531693 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 40.007571 | 16.383206 | 22.568298 | 0.515109 | 40.007571 | 4.802771 | 5.197257 | 18.260053 | 5.997640 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 51.093116 | 13.827441 | 20.795905 | 0.332404 | 51.093116 | 6.042070 | 9.351941 | 16.400194 | 6.138513 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Discontinuties | 19.017949 | 0.628185 | 14.007158 | -0.172480 | 7.112023 | 3.929360 | 0.403578 | 19.017949 | 4.335920 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | Not Found | nn Shape | 25.871477 | 25.871477 | 0.698458 | 10.464930 | -0.622876 | -0.319580 | 0.842396 | -2.936506 | 4.333078 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 34.875728 | 21.881634 | 14.622080 | 34.875728 | 0.620654 | 5.963387 | 3.741240 | 5.547938 | 10.701465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Discontinuties | 33.293776 | 0.394872 | 15.106965 | -0.653968 | 7.647266 | 1.368306 | 1.016777 | 33.293776 | 5.683978 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 141.833270 | 15.478438 | 26.643397 | 3.190859 | 141.833270 | 17.843908 | 25.012866 | 19.304197 | 9.271336 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Discontinuties | 18.045600 | 0.741019 | 16.116748 | -0.750883 | 10.726054 | 2.938630 | 1.145793 | 18.045600 | 3.151041 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 31.211457 | 31.211457 | 1.063384 | 13.217923 | -0.036866 | 0.573171 | 7.085164 | 3.798143 | 21.804234 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Discontinuties | 32.753135 | 0.594409 | 18.460155 | -0.695299 | 15.130172 | 5.652040 | 0.512309 | 32.753135 | 5.838640 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 110.595041 | 15.594292 | 24.611550 | 1.410044 | 110.595041 | 7.351220 | 22.992470 | 18.183487 | 8.735735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 44.302296 | 16.581679 | 7.243531 | 44.302296 | -0.174760 | 7.332251 | 5.415077 | 5.542612 | 8.804155 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 13.056552 | 13.056552 | 4.496362 | 6.930213 | 3.528343 | 0.561112 | 2.840714 | 2.965967 | 4.856827 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 85.783618 | 28.985902 | 39.562794 | 85.783618 | 7.839155 | 34.778976 | 23.761619 | 6.249965 | -0.357286 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 13.363372 | 4.159195 | 13.363372 | 3.529932 | 7.081239 | 3.267155 | 0.992864 | 5.059308 | 3.284202 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 12.079365 | 12.079365 | 3.010041 | 7.584395 | 2.764203 | 1.610483 | 6.125692 | 2.177201 | 3.055863 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 8.880742 | 8.880742 | 2.477285 | 5.439703 | 2.413141 | 0.485740 | -0.199308 | 3.896054 | 5.429981 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 13.396730 | 13.396730 | 3.848979 | 6.844572 | 2.876161 | 3.649176 | 1.539503 | 4.447310 | 5.370588 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 10.433328 | 10.433328 | 2.919326 | 6.011313 | 2.606911 | 0.326036 | 0.720889 | 2.110043 | 3.219964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 116.494850 | 47.092454 | 35.778476 | 7.677271 | 116.494850 | 16.471177 | 21.428722 | 4.538772 | 13.249833 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 9.563660 | 1.974311 | 9.563660 | 2.459269 | 6.857878 | 2.501271 | -0.156451 | 1.646562 | 1.095311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Discontinuties | 11.350848 | 10.543696 | 2.325843 | 5.659958 | 2.081551 | 3.686953 | 6.580095 | 2.734378 | 11.350848 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 11.933781 | 3.327179 | 11.933781 | 2.784852 | 7.912919 | 3.057938 | 1.146250 | 7.859143 | 4.261693 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 11.932352 | 3.373053 | 11.932352 | 1.913648 | 5.994619 | 1.784504 | 1.328122 | 5.838342 | 3.519935 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 10.817794 | 2.821281 | 10.817794 | 2.332851 | 5.707531 | 8.320874 | 0.862843 | 6.952151 | 4.127439 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 110.025639 | 37.246871 | 27.696800 | 7.709643 | 110.025639 | 19.321747 | 24.753549 | 2.324950 | 12.173488 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 13.536299 | 13.536299 | 3.679748 | 6.914549 | 2.617768 | 3.002802 | 2.221472 | 3.714668 | 6.432063 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Temporal Discontinuties | 208.813895 | 25.760350 | 19.717674 | 162.318702 | 6.873618 | 91.362787 | 19.424198 | 208.813895 | 1.860180 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 3.045724 | 2.729799 | 1.221477 | 3.045724 | 1.040834 | 0.313350 | -0.022009 | 0.957541 | 1.536543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Variability | 3.423349 | 2.432051 | 1.530028 | 3.369556 | 1.521634 | 1.925315 | 3.423349 | 1.320678 | 2.353010 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 116.692470 | 34.759527 | 26.126397 | 8.125194 | 116.692470 | 18.068464 | 24.823752 | 6.061066 | 17.447568 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Discontinuties | 1.668465 | -0.176772 | -0.081191 | 1.338660 | -0.130760 | 0.540804 | -0.221007 | 0.471474 | 1.668465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Variability | 3.024384 | 1.807050 | 1.242579 | 2.730608 | 1.104425 | 0.997296 | 3.024384 | 0.967239 | 1.495740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | 11.624900 | 11.624900 | 3.273654 | 9.377523 | 2.643878 | 0.307297 | 0.094579 | 3.841815 | 5.179428 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 12.701806 | 10.067827 | 3.029003 | 12.701806 | 3.878058 | 0.828695 | 6.615069 | 4.779375 | 0.504302 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 66.542255 | 45.730907 | 26.299520 | 8.042429 | 66.542255 | 7.939135 | 11.040347 | 0.803704 | 4.973198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Shape | 44.246187 | 24.820895 | 44.246187 | 36.203697 | 3.741224 | 12.422513 | 9.418158 | 3.870612 | 0.655432 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Temporal Discontinuties | 222710.288569 | 57276.801830 | 57276.801830 | 55084.275424 | 55084.275424 | 43327.991646 | 43327.991646 | 222710.288569 | 222710.288569 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | ee Power | -0.731736 | -0.740685 | -0.740685 | -0.731736 | -0.731736 | -0.944895 | -0.944895 | -0.791462 | -0.791462 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | N13 | RF_maintenance | nn Power | 74.301346 | 30.609067 | 42.729074 | 74.301346 | 4.678736 | 18.820038 | 12.405462 | 5.441654 | 0.204804 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 72.712789 | 43.908695 | 19.643258 | 6.751856 | 72.712789 | 28.759857 | 15.525312 | 12.394587 | 19.576001 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 39.068935 | 19.130016 | 15.060486 | 0.273567 | 39.068935 | 13.669635 | 7.672533 | 6.395495 | 10.237631 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 68.822845 | 44.416697 | 23.233055 | 7.974435 | 68.822845 | 20.294192 | 7.881229 | 0.167372 | 7.096937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 73.181718 | 44.477386 | 22.086687 | 8.390123 | 73.181718 | 25.164525 | 13.105383 | 0.382751 | 10.074198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 53.556340 | 41.307313 | 25.851658 | 5.477605 | 53.556340 | 14.048048 | 26.325447 | -0.044382 | 5.795434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 65.253735 | 18.143706 | 29.881396 | 65.253735 | 6.282015 | 4.536930 | -0.707660 | 11.524853 | -3.381416 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 48.892837 | 21.178022 | 42.178694 | 48.892837 | 4.927197 | 9.498693 | 20.503054 | 0.272931 | -0.856578 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 47.798991 | 23.415575 | 46.742206 | 47.798991 | 4.613247 | 9.191496 | 22.819058 | 0.349138 | -0.898655 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 60.359922 | 46.671199 | 23.285656 | 6.358155 | 60.359922 | 16.576481 | 6.119856 | -0.943185 | 0.490368 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 72.192942 | 26.127649 | 47.485434 | 72.192942 | 7.500225 | 20.402879 | 30.065158 | 3.826922 | -1.235203 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 60.167635 | 44.766978 | 23.910199 | 6.306158 | 60.167635 | 38.324774 | 22.769283 | -0.780470 | 3.626427 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 62.465740 | 26.209036 | 48.140537 | 62.465740 | 6.893741 | 16.258465 | 25.944553 | 2.856532 | -1.022193 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 62.504462 | 22.305975 | 41.513352 | 62.504462 | 6.660522 | 10.220170 | 22.877697 | 0.735611 | -0.658994 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 63.361274 | 29.392633 | 36.821799 | 63.361274 | 5.557706 | 36.884319 | 17.871043 | 6.320300 | -0.597354 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Shape | 12.049637 | 12.049637 | 5.154557 | 11.587900 | 3.605470 | 3.782824 | 4.233320 | 4.606054 | 1.260444 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 86.068682 | 31.300532 | 24.385973 | 5.562808 | 86.068682 | 20.410276 | 32.372124 | 21.693310 | 28.034223 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 64.740465 | 46.311830 | 26.646284 | 6.459287 | 64.740465 | 16.930673 | 18.465534 | 8.150345 | 8.375910 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | ee Temporal Variability | 0.660330 | -0.772240 | 0.058851 | 0.494468 | 0.261398 | 0.660330 | 0.063372 | 0.508526 | -0.154425 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 125.044771 | 31.936710 | 48.951071 | 125.044771 | 10.722654 | 53.615811 | 33.079298 | 6.995988 | 5.906504 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Shape | 13.059136 | 6.588635 | 13.059136 | 3.900642 | 9.557719 | 4.212947 | 0.799842 | -0.161798 | 4.630170 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 95.809231 | 26.782216 | 41.224015 | 95.809231 | 7.134892 | 28.184288 | 18.033995 | 14.239268 | 10.584585 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 85.651750 | 33.611325 | 21.384599 | 6.823429 | 85.651750 | 19.787666 | 31.624468 | 4.104151 | 5.229273 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 71.764449 | 24.658478 | 37.651826 | 71.764449 | 5.707386 | 32.213354 | 19.929145 | 8.280308 | 2.269124 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 61.681020 | 24.209875 | 36.286081 | 61.681020 | 4.955746 | 22.353734 | 14.150625 | 9.220706 | 1.755451 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 79.058471 | 27.579606 | 38.366111 | 79.058471 | 5.160792 | 29.456428 | 17.939361 | 9.623403 | 12.779060 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 58.280630 | 27.300764 | 45.308948 | 58.280630 | 4.962958 | 28.834901 | 16.897675 | 7.160715 | 1.758245 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 61.435154 | 28.192012 | 44.548372 | 61.435154 | 5.280926 | 29.284400 | 16.899396 | 2.172279 | 0.635690 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 83.341917 | 51.998821 | 34.908705 | 7.368636 | 83.341917 | 17.295331 | 30.189547 | -0.025871 | 3.488052 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 90.207547 | 49.543436 | 38.374076 | 6.536451 | 90.207547 | 8.572461 | 13.230622 | 12.969837 | 17.655492 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 78.514327 | 26.118547 | 29.567560 | 78.514327 | 2.438895 | 24.243960 | 22.519271 | 21.335202 | 11.772210 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 62.477050 | 39.570351 | 25.099352 | 5.910592 | 62.477050 | 15.742982 | 29.378281 | 2.413192 | 6.564176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | ee Temporal Variability | 31035.001283 | 0.115076 | 0.115076 | 1036.679529 | 1036.679529 | 31035.001283 | 31035.001283 | 6.306891 | 6.306891 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 70.667306 | 38.092653 | 28.875409 | 7.441912 | 70.667306 | 16.637213 | 25.350988 | -1.586104 | 3.415160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 76.181738 | 38.737734 | 31.297046 | 7.543550 | 76.181738 | 16.426220 | 23.961372 | 9.966381 | 21.420329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 90.861039 | 44.298772 | 31.318323 | 9.188088 | 90.861039 | 16.050877 | 28.301103 | -0.066501 | 3.103522 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 74.096233 | 47.569519 | 35.005023 | 7.482286 | 74.096233 | 14.606366 | 27.121026 | -0.120561 | 2.076698 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 70.566919 | 38.170879 | 27.699015 | 7.012894 | 70.566919 | 15.554643 | 24.353542 | 0.256401 | 2.896464 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 74.003775 | 16.212846 | 12.189212 | 1.350455 | 74.003775 | 13.814542 | 25.931048 | 9.678861 | 13.083378 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 84.647343 | 41.541556 | 28.119634 | 8.880219 | 84.647343 | 16.771800 | 31.429285 | -0.548845 | 2.235591 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 180 | 13 | RF_maintenance | nn Power | 82.031073 | 43.926484 | 29.254805 | 8.582176 | 82.031073 | 11.321565 | 23.651294 | -0.904188 | 0.378248 |